工业4.0:智能预防性维护,优化中小企业的计划和调度流程

K. Velmurugan, S. Saravanasankar, P. Venkumar, K.P. Paranitharan, R. Sudhakarapandian
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引用次数: 1

摘要

在现代世界中,中小型制造业面临着许多挑战,以实现可靠性,可用性和安全性作为车间的重要性能属性。其中,预防性维修活动的计划和安排被认为是中小企业的一个主要问题。本研究旨在提出中小企业预防性维修计划与调度流程的最优框架。通过利用马尔可夫生-死方法预测了系统的最佳维护参数(故障率和维修率)、可用性变化。为了克服现有最优维修计划的缺陷,本研究提出了一种新的方法,通过数字生态系统为电子致动开关制造商制定最优预防性维修计划。该方法将制造子系统故障集成到智能数字生态系统中,并估计机器的实际剩余使用寿命。
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Industry 4.0: smart preventive maintenance with optimal planning and scheduling process of the SMEs
In the modern world, small and medium scale manufacturing industries face a lot of challenges to achieve the reliability, availability, and safety as important performance attributes of the shop floor. In which planning and scheduling of preventive maintenance activities are considered to be a major issue in SMEs. This study is to propose the optimal framework of the preventive maintenance (PM) planning and scheduling process in SMEs. The optimal maintenance parameters (failure rate and repair rate), availability variations of the systems have been predicted through the utilisation of the Markov birth-death approach. To overcome the drawbacks associated with the existing optimal PM plan, a new approach is proposed in this study to develop an optimal preventive maintenance plan for electronic actuating switch manufacturers through the digital ecosystem. This proposed method integrates manufacturing subsystem failure into smart digital ecosystems and also to estimate the actual remaining useful life of the machines.
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来源期刊
CiteScore
1.20
自引率
12.50%
发文量
17
期刊介绍: Today"s businesses have become extremely complex. The interplay of the three Cs, viz. consumers, competition and convergence, has thrown up new challenges for organisations all over the world. Sensitivity of economies to the external environment coupled with the turbulent process of globalisation has added the highest degree of uncertainty and unpredictability to business processes. To top it all, the effect of globalisation has shifted the balance of power in favour of the customer, though it may have opened a plethora of opportunities for all, in the form of variety and choice. For a variety of reasons, the pressures of competitive forces have enhanced product changes, supercharged by shortening product and technology development lifecycles.
期刊最新文献
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